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. 2022 Nov 12;22(22):8757. doi: 10.3390/s22228757

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© 2022 by the authors.

Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).

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Global interpretation plots for the updated inpatient COVID-19 mortality prediction model. (A) Bee swarm SHAP values plot, (B) SHAP summary importance plot. The bee swarm plot shows all SHAP values in accord with predictors values. The summary plot presents predictors in descending order based on their overall importance on the model’s outcomes derived from mean absolute SHAP values. Note. BGV: blood gas value; Cl: chloride; CRP: c-reactive protein; DM: diabetes mellitus; FI: first inpatient; FiO2: fraction of inspired oxygen; HR: highest requirement; HV: highest value; LaV: last value; LV: lowest value; LYM: lymphocytes; Na: sodium; NEUT: neutrophils; O2: oxygen; RR: respiratory rate; SBP: systolic blood pressure; SHAP: SHapley Additive exPlanations.